Table 5. The F1-score of the proposed model with different structures.
| Name of the project | DNN-8 | DNN-9 | DNN-10 | DNN-11 | DNN-11 | DNN-12 | DNN-13 | DNN-14 | DNN-15 | DNN-16 | DNN-17 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ceylon-ide-eclipse | 71.19 | 81.37 | 77.09 | 53.04 | 77.50 | 78.60 | 80.62 | 56.23 | 60.82 | 80.29 | 78.12 |
| BroadleafCommerce | 84.59 | 82.48 | 87.05 | 86.41 | 83.38 | 83.24 | 85.20 | 81.91 | 88.45 | 82.96 | 85.04 |
| hazelcast | 60.68 | 68.79 | 64.56 | 55.41 | 62.83 | 66.28 | 58.11 | 64.12 | 65.48 | 55.91 | 62.96 |
| elasticsearch | 75.55 | 72.09 | 73.46 | 65.36 | 63.59 | 71.89 | 75.70 | 38.90 | 76.30 | 77.36 | 77.57 |
| MapDB | 76.36 | 76.00 | 76.20 | 15.88 | 78.33 | 77.42 | 68.51 | 76.12 | 73.69 | 76.55 | 81.25 |
| netty | 78.10 | 75.59 | 77.30 | 65.29 | 72.81 | 82.94 | 77.52 | 77.77 | 73.65 | 74.91 | 78.47 |
| orientdb | 75.92 | 75.22 | 73.31 | 61.49 | 73.80 | 78.74 | 69.30 | 78.48 | 68.33 | 75.06 | 67.33 |
| neo4j | 76.64 | 75.20 | 76.15 | 66.74 | 75.40 | 68.71 | 72.07 | 48.20 | 73.85 | 78.20 | 72.44 |
| titan | 80.99 | 76.81 | 84.80 | 84.55 | 79.52 | 78.03 | 79.49 | 81.87 | 53.43 | 81.55 | 81.97 |
| mcMMO | 59.58 | 65.07 | 58.44 | 48.54 | 60.29 | 67.68 | 69.39 | 72.94 | 78.84 | 67.04 | 71.83 |
| Android-Universal-Image-Loader | 75.47 | 61.35 | 69.60 | 53.31 | 69.87 | 71.01 | 71.43 | 43.60 | 55.59 | 73.07 | 70.45 |
| antlr4 | 81.87 | 85.64 | 85.16 | 62.56 | 81.87 | 82.33 | 82.98 | 87.98 | 43.13 | 82.10 | 79.77 |
| junit | 81.61 | 83.90 | 81.42 | 47.27 | 75.38 | 82.51 | 80.24 | 76.67 | 58.54 | 82.14 | 82.68 |
| mct | 84.21 | 88.89 | 89.52 | 88.89 | 85.56 | 74.11 | 89.52 | 77.78 | 66.67 | 96.67 | 96.67 |
| oryx | 92.79 | 88.73 | 93.51 | 80.62 | 91.78 | 95.36 | 94.93 | 92.72 | 81.60 | 93.20 | 92.05 |
| Average | 77.03 | 77.14 | 77.83 | 62.35 | 75.46 | 77.25 | 77.00 | 70.35 | 67.89 | 78.46 | 78.57 |